In [1]:

    

import numpy
import imp
from re import sub
import logging
from datetime import datetime, timedelta
import matplotlib.pyplot as plt
import numpy as np
import seaborn as sns

import os
try:
    changed
except NameError:
    os.chdir('..')
    os.system('find -name *.pyc | xargs rm')
    changed = True

import sys
stdout = sys.stdout
from hyperstream import HyperStream, UTC, TimeInterval, __version__
sys.stdout = stdout

    
%matplotlib inline
%load_ext autoreload
%autoreload 2

sns.set_style("dark")

minute = timedelta(minutes=1)
t1 = datetime(2016, 4, 28, 20, 0, 0, 0, UTC)
t2 = t1 + minute
ti = TimeInterval(t1, t2)

module_file_old = '/Users/td6301/dev/IRC-SPHERE_public/HyperStream/hyperstream/tools/percentiles_from_list/2016-12-02_v0.0.1.py'
module_file_new = '/Users/td6301/dev/IRC-SPHERE_public/HyperStream/hyperstream/tools/percentiles_from_list/2017-07-18_v0.0.2.py'

print(__version__)


    

    




0.3.0-beta

In [2]:

    

hs = HyperStream()


    

In [3]:

    

def load_module(module_file):
    module_file_components = module_file[:-3].split('/')

    with open(module_file, 'rb') as fp:
        module_name = '_'.join(map(lambda pp: sub(r'[^a-zA-Z0-9]', '_', pp), module_file_components))

        if module_name in sys.modules:
            print("module {} already loaded ...".format(module_name))
            del sys.modules[module_name]

        mod = imp.load_module(
            module_name, fp, module_file,
            ('.py', 'rb', imp.PY_SOURCE)
        )

        return mod


    

In [4]:

    

# Generate some random date
dg = hs.plugins.data_generators

ticker = hs.channel_manager.memory.get_or_create_stream('ticker')
random = hs.channel_manager.memory.get_or_create_stream('random')
hs.tools.clock().execute(sources=[], sink=ticker, interval=ti)
dg.tools.random(seed=1234).execute(sources=[], sink=random, interval=ti, alignment_stream=ticker)

print(random.window().values()[:5])


    

    




[0.9664535356921388, 0.4407325991753527, 0.007491470058587191, 0.9109759624491242, 0.939268997363764]

In [10]:

    

def print_percentiles(stream_old, stream_new):
    data_old = stream_old.window().items()
    data_new = stream_new.window().items()
    
    for i, (old, new) in enumerate(zip(data_old, data_new)):
        print('{0:2.0f}, {1:2.0f}, {2}, {3}, {4}'.format(
            old.timestamp.minute, old.timestamp.second, old.value, new.value, np.array_equal(old.value, new.value)))
        if not np.array_equal(old.value, new.value):
            raise


    

In [11]:

    

# Force loading of tool modules
mod_old = load_module(module_file_old)
mod_new = load_module(module_file_new)

q = [25, 50, 75]

p_old = mod_old.PercentilesFromList(percentiles=q)
p_new = mod_new.PercentilesFromList(percentiles=q)

perc_old = hs.channel_manager.memory.get_or_create_stream('perc_old')
perc_new = hs.channel_manager.memory.get_or_create_stream('perc_new')

hs.channel_manager.memory.purge_stream(perc_old.stream_id)
hs.channel_manager.memory.purge_stream(perc_new.stream_id)

p_old.execute(sources=[random], sink=perc_old, interval=ti)
p_new.execute(sources=[random], sink=perc_new, interval=ti)

print_percentiles(perc_old, perc_new)


    

    




module _Users_td6301_dev_IRC_SPHERE_public_HyperStream_hyperstream_tools_percentiles_from_list_2016_12_02_v0_0_1 already loaded ...
module _Users_td6301_dev_IRC_SPHERE_public_HyperStream_hyperstream_tools_percentiles_from_list_2017_07_18_v0_0_2 already loaded ...
 0,  1, [0.9664535356921388, 0.9664535356921388, 0.9664535356921388], [0.9664535356921388, 0.9664535356921388, 0.9664535356921388], True
 0,  2, [0.4407325991753527, 0.4407325991753527, 0.4407325991753527], [0.4407325991753527, 0.4407325991753527, 0.4407325991753527], True
 0,  3, [0.007491470058587191, 0.007491470058587191, 0.007491470058587191], [0.007491470058587191, 0.007491470058587191, 0.007491470058587191], True
 0,  4, [0.9109759624491242, 0.9109759624491242, 0.9109759624491242], [0.9109759624491242, 0.9109759624491242, 0.9109759624491242], True
 0,  5, [0.939268997363764, 0.939268997363764, 0.939268997363764], [0.939268997363764, 0.939268997363764, 0.939268997363764], True
 0,  6, [0.5822275730589491, 0.5822275730589491, 0.5822275730589491], [0.5822275730589491, 0.5822275730589491, 0.5822275730589491], True
 0,  7, [0.6715634814879851, 0.6715634814879851, 0.6715634814879851], [0.6715634814879851, 0.6715634814879851, 0.6715634814879851], True
 0,  8, [0.08393822683708396, 0.08393822683708396, 0.08393822683708396], [0.08393822683708396, 0.08393822683708396, 0.08393822683708396], True
 0,  9, [0.7664809327917963, 0.7664809327917963, 0.7664809327917963], [0.7664809327917963, 0.7664809327917963, 0.7664809327917963], True
 0, 10, [0.23680977536311776, 0.23680977536311776, 0.23680977536311776], [0.23680977536311776, 0.23680977536311776, 0.23680977536311776], True
 0, 11, [0.030814021726609964, 0.030814021726609964, 0.030814021726609964], [0.030814021726609964, 0.030814021726609964, 0.030814021726609964], True
 0, 12, [0.7887727172362835, 0.7887727172362835, 0.7887727172362835], [0.7887727172362835, 0.7887727172362835, 0.7887727172362835], True
 0, 13, [0.3460889655971231, 0.3460889655971231, 0.3460889655971231], [0.3460889655971231, 0.3460889655971231, 0.3460889655971231], True
 0, 14, [0.6232814750391685, 0.6232814750391685, 0.6232814750391685], [0.6232814750391685, 0.6232814750391685, 0.6232814750391685], True
 0, 15, [0.6158156951036152, 0.6158156951036152, 0.6158156951036152], [0.6158156951036152, 0.6158156951036152, 0.6158156951036152], True
 0, 16, [0.14855463870828756, 0.14855463870828756, 0.14855463870828756], [0.14855463870828756, 0.14855463870828756, 0.14855463870828756], True
 0, 17, [0.18309064740993164, 0.18309064740993164, 0.18309064740993164], [0.18309064740993164, 0.18309064740993164, 0.18309064740993164], True
 0, 18, [0.11441296968868764, 0.11441296968868764, 0.11441296968868764], [0.11441296968868764, 0.11441296968868764, 0.11441296968868764], True
 0, 19, [0.014618780486909122, 0.014618780486909122, 0.014618780486909122], [0.014618780486909122, 0.014618780486909122, 0.014618780486909122], True
 0, 20, [0.48675154060475834, 0.48675154060475834, 0.48675154060475834], [0.48675154060475834, 0.48675154060475834, 0.48675154060475834], True
 0, 21, [0.9649015609162157, 0.9649015609162157, 0.9649015609162157], [0.9649015609162157, 0.9649015609162157, 0.9649015609162157], True
 0, 22, [0.06456228097718608, 0.06456228097718608, 0.06456228097718608], [0.06456228097718608, 0.06456228097718608, 0.06456228097718608], True
 0, 23, [0.5410881855511303, 0.5410881855511303, 0.5410881855511303], [0.5410881855511303, 0.5410881855511303, 0.5410881855511303], True
 0, 24, [0.46589855900830957, 0.46589855900830957, 0.46589855900830957], [0.46589855900830957, 0.46589855900830957, 0.46589855900830957], True
 0, 25, [0.6014634495610515, 0.6014634495610515, 0.6014634495610515], [0.6014634495610515, 0.6014634495610515, 0.6014634495610515], True
 0, 26, [0.08892882999066232, 0.08892882999066232, 0.08892882999066232], [0.08892882999066232, 0.08892882999066232, 0.08892882999066232], True
 0, 27, [0.5790026861873665, 0.5790026861873665, 0.5790026861873665], [0.5790026861873665, 0.5790026861873665, 0.5790026861873665], True
 0, 28, [0.26958550381944824, 0.26958550381944824, 0.26958550381944824], [0.26958550381944824, 0.26958550381944824, 0.26958550381944824], True
 0, 29, [0.5564325605562156, 0.5564325605562156, 0.5564325605562156], [0.5564325605562156, 0.5564325605562156, 0.5564325605562156], True
 0, 30, [0.6446342341782827, 0.6446342341782827, 0.6446342341782827], [0.6446342341782827, 0.6446342341782827, 0.6446342341782827], True
 0, 31, [0.48103637136651844, 0.48103637136651844, 0.48103637136651844], [0.48103637136651844, 0.48103637136651844, 0.48103637136651844], True
 0, 32, [0.35523914744298335, 0.35523914744298335, 0.35523914744298335], [0.35523914744298335, 0.35523914744298335, 0.35523914744298335], True
 0, 33, [0.249152121361209, 0.249152121361209, 0.249152121361209], [0.249152121361209, 0.249152121361209, 0.249152121361209], True
 0, 34, [0.9335154980423467, 0.9335154980423467, 0.9335154980423467], [0.9335154980423467, 0.9335154980423467, 0.9335154980423467], True
 0, 35, [0.45338801947649354, 0.45338801947649354, 0.45338801947649354], [0.45338801947649354, 0.45338801947649354, 0.45338801947649354], True
 0, 36, [0.5301612069115903, 0.5301612069115903, 0.5301612069115903], [0.5301612069115903, 0.5301612069115903, 0.5301612069115903], True
 0, 37, [0.019299566309716853, 0.019299566309716853, 0.019299566309716853], [0.019299566309716853, 0.019299566309716853, 0.019299566309716853], True
 0, 38, [0.5081019257797922, 0.5081019257797922, 0.5081019257797922], [0.5081019257797922, 0.5081019257797922, 0.5081019257797922], True
 0, 39, [0.005780237417743139, 0.005780237417743139, 0.005780237417743139], [0.005780237417743139, 0.005780237417743139, 0.005780237417743139], True
 0, 40, [0.14376842759559538, 0.14376842759559538, 0.14376842759559538], [0.14376842759559538, 0.14376842759559538, 0.14376842759559538], True
 0, 41, [0.47282692534740633, 0.47282692534740633, 0.47282692534740633], [0.47282692534740633, 0.47282692534740633, 0.47282692534740633], True
 0, 42, [0.3773474407725964, 0.3773474407725964, 0.3773474407725964], [0.3773474407725964, 0.3773474407725964, 0.3773474407725964], True
 0, 43, [0.05417519864614284, 0.05417519864614284, 0.05417519864614284], [0.05417519864614284, 0.05417519864614284, 0.05417519864614284], True
 0, 44, [0.5875285081310694, 0.5875285081310694, 0.5875285081310694], [0.5875285081310694, 0.5875285081310694, 0.5875285081310694], True
 0, 45, [0.1640032237419612, 0.1640032237419612, 0.1640032237419612], [0.1640032237419612, 0.1640032237419612, 0.1640032237419612], True
 0, 46, [0.5573302374414681, 0.5573302374414681, 0.5573302374414681], [0.5573302374414681, 0.5573302374414681, 0.5573302374414681], True
 0, 47, [0.1442457216019083, 0.1442457216019083, 0.1442457216019083], [0.1442457216019083, 0.1442457216019083, 0.1442457216019083], True
 0, 48, [0.9373070846962247, 0.9373070846962247, 0.9373070846962247], [0.9373070846962247, 0.9373070846962247, 0.9373070846962247], True
 0, 49, [0.7709799715197749, 0.7709799715197749, 0.7709799715197749], [0.7709799715197749, 0.7709799715197749, 0.7709799715197749], True
 0, 50, [0.9569331223494054, 0.9569331223494054, 0.9569331223494054], [0.9569331223494054, 0.9569331223494054, 0.9569331223494054], True
 0, 51, [0.14122776441649953, 0.14122776441649953, 0.14122776441649953], [0.14122776441649953, 0.14122776441649953, 0.14122776441649953], True
 0, 52, [0.3053927082876986, 0.3053927082876986, 0.3053927082876986], [0.3053927082876986, 0.3053927082876986, 0.3053927082876986], True
 0, 53, [0.03958962422796164, 0.03958962422796164, 0.03958962422796164], [0.03958962422796164, 0.03958962422796164, 0.03958962422796164], True
 0, 54, [0.27678369479169207, 0.27678369479169207, 0.27678369479169207], [0.27678369479169207, 0.27678369479169207, 0.27678369479169207], True
 0, 55, [0.8065125051156038, 0.8065125051156038, 0.8065125051156038], [0.8065125051156038, 0.8065125051156038, 0.8065125051156038], True
 0, 56, [0.177343035278254, 0.177343035278254, 0.177343035278254], [0.177343035278254, 0.177343035278254, 0.177343035278254], True
 0, 57, [0.15457051471078964, 0.15457051471078964, 0.15457051471078964], [0.15457051471078964, 0.15457051471078964, 0.15457051471078964], True
 0, 58, [0.9547186557023949, 0.9547186557023949, 0.9547186557023949], [0.9547186557023949, 0.9547186557023949, 0.9547186557023949], True
 0, 59, [0.154551400089043, 0.154551400089043, 0.154551400089043], [0.154551400089043, 0.154551400089043, 0.154551400089043], True
 1,  0, [0.8338892941512318, 0.8338892941512318, 0.8338892941512318], [0.8338892941512318, 0.8338892941512318, 0.8338892941512318], True

In [12]:

    

# Force loading of tool modules
mod_old = load_module(module_file_old)
mod_new = load_module(module_file_new)

p_old = mod_old.PercentilesFromList(n_segments=11)
p_new = mod_new.PercentilesFromList(n_segments=11)

perc_old = hs.channel_manager.memory.get_or_create_stream('perc_old')
perc_new = hs.channel_manager.memory.get_or_create_stream('perc_new')

hs.channel_manager.memory.purge_stream(perc_old.stream_id)
hs.channel_manager.memory.purge_stream(perc_new.stream_id)

p_old.execute(sources=[random], sink=perc_old, interval=ti)
p_new.execute(sources=[random], sink=perc_new, interval=ti)

print_percentiles(perc_old, perc_new)


    

    




module _Users_td6301_dev_IRC_SPHERE_public_HyperStream_hyperstream_tools_percentiles_from_list_2016_12_02_v0_0_1 already loaded ...
module _Users_td6301_dev_IRC_SPHERE_public_HyperStream_hyperstream_tools_percentiles_from_list_2017_07_18_v0_0_2 already loaded ...
 0,  1, [0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388], [0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388, 0.9664535356921388], True
 0,  2, [0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527], [0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527, 0.4407325991753527], True
 0,  3, [0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191], [0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191, 0.007491470058587191], True
 0,  4, [0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242], [0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242, 0.9109759624491242], True
 0,  5, [0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764], [0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764, 0.939268997363764], True
 0,  6, [0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491], [0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491, 0.5822275730589491], True
 0,  7, [0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851], [0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851, 0.6715634814879851], True
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 0,  9, [0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963], [0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963, 0.7664809327917963], True
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